{"id":110238,"date":"2026-09-26T12:01:13","date_gmt":"2026-09-26T04:01:13","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/110238.html"},"modified":"2026-09-26T12:01:13","modified_gmt":"2026-09-26T04:01:13","slug":"%e5%8c%bb%e7%96%97%e6%99%ba%e8%83%bd%e4%bd%93%e5%90%8e%e7%ab%af%e5%ae%9e%e6%88%98%ef%bc%9a%e5%9f%ba%e4%ba%8ejava%e6%a0%88%e7%9a%84%e5%a4%a7%e6%a8%a1%e5%9e%8bapi%e5%b0%81%e8%a3%85%e3%80%81%e9%99%90","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/110238.html","title":{"rendered":"\u533b\u7597\u667a\u80fd\u4f53\u540e\u7aef\u5b9e\u6218\uff1a\u57fa\u4e8eJava\u6808\u7684\u5927\u6a21\u578bAPI\u5c01\u88c5\u3001\u9650\u6d41\u4e0e\u7ed3\u679c\u7f13\u5b58\u7b56\u7565"},"content":{"rendered":"<p>\u505a\u533b\u7597AI\u667a\u80fd\u4f53\u7684\u540e\u7aef\u5f00\u53d1&#xff0c;\u548c\u505a\u901a\u7528\u804a\u5929\u673a\u5668\u4eba\u5b8c\u5168\u662f\u4e24\u7801\u4e8b\u3002\u901a\u7528\u573a\u666f\u4e0b\u6a21\u578b\u8c03\u7528\u5931\u8d25&#xff0c;\u7528\u6237\u5237\u65b0\u91cd\u8bd5\u5c31\u884c&#xff1b;\u4f46\u5728\u533b\u7597\u573a\u666f\u91cc&#xff0c;\u4e00\u6b21\u75c7\u72b6\u8bc6\u522b\u8bf7\u6c42\u53ef\u80fd\u76f4\u63a5\u5f71\u54cd\u5206\u8bca\u5efa\u8bae&#xff0c;\u4e00\u6b21\u75c5\u5386\u6458\u8981\u751f\u6210\u53ef\u80fd\u88ab\u5199\u8fdb\u7535\u5b50\u75c5\u5386\u3002\u7a33\u5b9a\u6027\u3001\u5408\u89c4\u6027\u548c\u54cd\u5e94\u901f\u5ea6&#xff0c;\u5728\u8fd9\u4e2a\u9886\u57df\u4e0d\u662f\u52a0\u5206\u9879&#xff0c;\u800c\u662f\u5e95\u7ebf\u3002<\/p>\n<p>\u8fd9\u7bc7\u6587\u7ae0\u4eceJava\u540e\u7aef\u5de5\u7a0b\u89c6\u89d2\u51fa\u53d1&#xff0c;\u62c6\u89e3\u533b\u7597\u667a\u80fd\u4f53\u5bf9\u63a5\u5927\u6a21\u578bAPI\u65f6\u7684\u5c01\u88c5\u8bbe\u8ba1\u3001\u9650\u6d41\u7b56\u7565\u548c\u7f13\u5b58\u65b9\u6848\u3002\u9644\u53ef\u8fd0\u884c\u7684SpringBoot\u4ee3\u7801\u9aa8\u67b6\u3002<\/p>\n<h3>\u4e3a\u4ec0\u4e48\u4e0d\u80fd\u76f4\u63a5\u8c03\u5927\u6a21\u578bAPI<\/h3>\n<p>\u5f88\u591a\u56e2\u961f\u8d77\u6b65\u9636\u6bb5\u7684\u5199\u6cd5\u662f\u5728Service\u91cc\u76f4\u63a5\u6ce8\u5165\u4e00\u4e2aHTTP\u5ba2\u6237\u7aef&#xff0c;\u62fc\u597dPrompt\u5c31\u53d1\u8bf7\u6c42\u3002\u8fd9\u5728Demo\u9636\u6bb5\u6ca1\u95ee\u9898&#xff0c;\u4f46\u4e00\u4e0a\u751f\u4ea7\u5c31\u4f1a\u66b4\u9732\u4e09\u4e2a\u81f4\u547d\u95ee\u9898&#xff1a;<\/p>\n<p>\u7b2c\u4e00&#xff0c;\u591a\u6a21\u578b\u5207\u6362\u56f0\u96be\u3002 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Gateway<\/h3>\n<p>\u63a8\u8350\u7684\u5206\u5c42\u8bbe\u8ba1\u5982\u4e0b&#xff1a;<\/p>\n<ul>\n<li>Controller\u5c42&#xff1a;\u63a5\u6536\u524d\u7aef\u8bf7\u6c42&#xff0c;\u505a\u57fa\u7840\u53c2\u6570\u6821\u9a8c\u548c\u6743\u9650\u62e6\u622a<\/li>\n<li>Service\u5c42&#xff1a;\u7f16\u6392\u4e1a\u52a1\u903b\u8f91&#xff0c;\u6bd4\u5982\u201c\u5148\u67e5\u60a3\u8005\u5386\u53f2&#xff0c;\u518d\u8c03\u6a21\u578b\u751f\u6210\u5efa\u8bae\u201d<\/li>\n<li>LLM Gateway\u5c42&#xff1a;\u7edf\u4e00\u5c01\u88c5\u6a21\u578b\u8c03\u7528&#xff0c;\u8d1f\u8d23Prompt\u7ec4\u88c5\u3001\u9650\u6d41\u3001\u7f13\u5b58\u3001\u964d\u7ea7<\/li>\n<li>Model Adapter\u5c42&#xff1a;\u5bf9\u63a5\u5177\u4f53\u6a21\u578b\u5382\u5546&#xff08;\u5343\u95ee\u3001DeepSeek\u7b49&#xff09;&#xff0c;\u5904\u7406\u5404\u5bb6API\u7684\u534f\u8bae\u5dee\u5f02<\/li>\n<\/ul>\n<p>\u6838\u5fc3\u63a5\u53e3\u8bbe\u8ba1&#xff1a;<\/p>\n<p><span class=\"token keyword\">public<\/span> <span class=\"token keyword\">interface<\/span> <span class=\"token class-name\">LlmGateway<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token class-name\">LlmResponse<\/span> <span class=\"token function\">chat<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">LlmRequest<\/span> request<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token class-name\">Flux<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">String<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> <span class=\"token function\">streamChat<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">LlmRequest<\/span> request<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>LlmRequest \u4e2d\u643a\u5e26\u4e1a\u52a1\u573a\u666f\u6807\u8bc6&#xff08;\u5982 SYMPTOM_ANALYSIS&#xff09;\u3001\u7528\u6237\u8f93\u5165\u3001\u4e0a\u4e0b\u6587\u7b49&#xff0c;Gateway\u5185\u90e8\u6839\u636e\u573a\u666f\u9009\u62e9\u5bf9\u5e94\u7684Prompt\u6a21\u677f\u548c\u6a21\u578b\u3002<\/p>\n<h3>\u591a\u6a21\u578b\u9002\u914d&#xff1a;\u7b56\u7565\u6a21\u5f0f &#043; \u914d\u7f6e\u5316\u8def\u7531<\/h3>\n<p>\u4e0d\u540c\u6a21\u578b\u5382\u5546\u7684API\u534f\u8bae\u5dee\u5f02\u5f88\u5927\u3002\u5343\u95ee\u7684DashScope API\u7528 input.messages \u4f20\u5bf9\u8bdd&#xff0c;DeepSeek\u517c\u5bb9OpenAI\u7684 messages \u683c\u5f0f\u3002\u5982\u679c\u6bcf\u4e2a\u6a21\u578b\u5199\u4e00\u5957if-else&#xff0c;\u7ef4\u62a4\u6210\u672c\u6781\u9ad8\u3002<\/p>\n<p>\u7528\u7b56\u7565\u6a21\u5f0f\u628a\u9002\u914d\u903b\u8f91\u62bd\u79bb&#xff1a;<\/p>\n<p><span class=\"token keyword\">public<\/span> <span class=\"token keyword\">interface<\/span> <span class=\"token class-name\">ModelAdapter<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token class-name\">String<\/span> <span class=\"token function\">getModelName<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token class-name\">LlmResponse<\/span> <span class=\"token function\">invoke<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">LlmRequest<\/span> request<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token class-name\">Flux<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">String<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> <span class=\"token function\">stream<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">LlmRequest<\/span> request<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token annotation punctuation\">&#064;Component<\/span><br \/>\n<span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">QwenAdapter<\/span> <span class=\"token keyword\">implements<\/span> <span class=\"token class-name\">ModelAdapter<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token annotation punctuation\">&#064;Override<\/span><br \/>\n    <span class=\"token keyword\">public<\/span> <span class=\"token class-name\">String<\/span> <span class=\"token function\">getModelName<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span> <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#034;qwen-max&#034;<\/span><span class=\"token punctuation\">;<\/span> <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token annotation punctuation\">&#064;Override<\/span><br \/>\n    <span class=\"token keyword\">public<\/span> <span class=\"token class-name\">LlmResponse<\/span> <span class=\"token function\">invoke<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">LlmRequest<\/span> request<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token comment\">\/\/ \u7ec4\u88c5\u5343\u95ee\u7279\u5b9a\u683c\u5f0f\u7684\u8bf7\u6c42\u4f53<\/span><br \/>\n        <span class=\"token class-name\">QwenRequest<\/span> qwenReq <span class=\"token operator\">&#061;<\/span> <span class=\"token class-name\">QwenRequest<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">builder<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">model<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;qwen-max&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">input<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">QwenInput<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">builder<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">messages<\/span><span class=\"token punctuation\">(<\/span>request<span class=\"token punctuation\">.<\/span><span class=\"token function\">getMessages<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">build<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">parameters<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">QwenParams<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">builder<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">resultFormat<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;message&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">build<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">build<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token comment\">\/\/ \u53d1\u9001HTTP\u8bf7\u6c42\u5e76\u89e3\u6790\u54cd\u5e94<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token function\">doInvoke<\/span><span class=\"token punctuation\">(<\/span>qwenReq<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token annotation punctuation\">&#064;Component<\/span><br \/>\n<span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">DeepSeekAdapter<\/span> <span class=\"token keyword\">implements<\/span> <span class=\"token class-name\">ModelAdapter<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token annotation punctuation\">&#064;Override<\/span><br \/>\n    <span class=\"token keyword\">public<\/span> <span class=\"token class-name\">String<\/span> <span class=\"token function\">getModelName<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span> <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#034;deepseek-chat&#034;<\/span><span class=\"token punctuation\">;<\/span> <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token annotation punctuation\">&#064;Override<\/span><br \/>\n    <span class=\"token keyword\">public<\/span> <span class=\"token class-name\">LlmResponse<\/span> <span class=\"token function\">invoke<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">LlmRequest<\/span> request<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token comment\">\/\/ DeepSeek\u517c\u5bb9OpenAI\u683c\u5f0f<\/span><br \/>\n        <span class=\"token class-name\">OpenAiRequest<\/span> req <span class=\"token operator\">&#061;<\/span> <span class=\"token class-name\">OpenAiRequest<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">builder<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">model<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;deepseek-chat&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">messages<\/span><span class=\"token punctuation\">(<\/span>request<span class=\"token punctuation\">.<\/span><span class=\"token function\">getMessages<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">build<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token function\">doInvoke<\/span><span class=\"token punctuation\">(<\/span>req<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u8def\u7531\u5c42\u901a\u8fc7\u914d\u7f6e\u51b3\u5b9a\u54ea\u4e2a\u573a\u666f\u8d70\u54ea\u4e2a\u6a21\u578b&#xff1a;<\/p>\n<p><span class=\"token key atrule\">llm<\/span><span class=\"token punctuation\">:<\/span><br \/>\n  <span class=\"token key atrule\">routing<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token key atrule\">SYMPTOM_ANALYSIS<\/span><span class=\"token punctuation\">:<\/span> qwen<span class=\"token punctuation\">&#8211;<\/span>max<br \/>\n    <span class=\"token key atrule\">MEDICAL_RECORD_SUMMARY<\/span><span class=\"token punctuation\">:<\/span> deepseek<span class=\"token punctuation\">&#8211;<\/span>chat<br \/>\n    <span class=\"token key atrule\">DRUG_INTERACTION_CHECK<\/span><span class=\"token punctuation\">:<\/span> qwen<span class=\"token punctuation\">&#8211;<\/span>plus<\/p>\n<p><span class=\"token annotation punctuation\">&#064;Service<\/span><br \/>\n<span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">LlmGatewayImpl<\/span> <span class=\"token keyword\">implements<\/span> <span class=\"token class-name\">LlmGateway<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">final<\/span> <span class=\"token class-name\">Map<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">String<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">ModelAdapter<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> adapterMap<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">final<\/span> <span class=\"token class-name\">LlmRoutingProperties<\/span> routingProperties<span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token keyword\">public<\/span> <span class=\"token class-name\">LlmGatewayImpl<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">List<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">ModelAdapter<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> adapters<span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">LlmRoutingProperties<\/span> props<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token keyword\">this<\/span><span class=\"token punctuation\">.<\/span>adapterMap <span class=\"token operator\">&#061;<\/span> adapters<span class=\"token punctuation\">.<\/span><span class=\"token function\">stream<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">collect<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">Collectors<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">toMap<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">ModelAdapter<\/span><span class=\"token operator\">::<\/span><span class=\"token function\">getModelName<\/span><span class=\"token punctuation\">,<\/span> a <span class=\"token operator\">-&gt;<\/span> a<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token keyword\">this<\/span><span class=\"token punctuation\">.<\/span>routingProperties <span class=\"token operator\">&#061;<\/span> props<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token annotation punctuation\">&#064;Override<\/span><br \/>\n    <span class=\"token keyword\">public<\/span> <span class=\"token class-name\">LlmResponse<\/span> <span class=\"token function\">chat<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">LlmRequest<\/span> request<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token class-name\">String<\/span> modelName <span class=\"token operator\">&#061;<\/span> routingProperties<span class=\"token punctuation\">.<\/span><span class=\"token function\">getRouting<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">get<\/span><span class=\"token punctuation\">(<\/span>request<span class=\"token punctuation\">.<\/span><span class=\"token function\">getScene<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token class-name\">ModelAdapter<\/span> adapter <span class=\"token operator\">&#061;<\/span> adapterMap<span class=\"token punctuation\">.<\/span><span class=\"token function\">get<\/span><span class=\"token punctuation\">(<\/span>modelName<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span>adapter <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token keyword\">null<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token keyword\">throw<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">LlmException<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u672a\u627e\u5230\u6a21\u578b\u9002\u914d\u5668: &#034;<\/span> <span class=\"token operator\">&#043;<\/span> modelName<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> adapter<span class=\"token punctuation\">.<\/span><span class=\"token function\">invoke<\/span><span class=\"token punctuation\">(<\/span>request<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u8fd9\u6837\u65b0\u589e\u4e00\u4e2a\u6a21\u578b\u53ea\u9700\u8981\u5b9e\u73b0\u4e00\u4e2aAdapter\u5e76\u6ce8\u518c\u5230Spring\u5bb9\u5668&#xff0c;\u8def\u7531\u914d\u7f6e\u6539\u4e00\u884cYAML\u5373\u53ef\u3002<\/p>\n<h3>Prompt\u6a21\u677f\u7ba1\u7406&#xff1a;\u628a\u201c\u63d0\u793a\u8bcd\u201d\u5f53\u914d\u7f6e\u7ba1<\/h3>\n<p>\u533b\u7597\u573a\u666f\u7684Prompt\u5f80\u5f80\u5f88\u957f&#xff0c;\u5305\u542b\u89d2\u8272\u8bbe\u5b9a\u3001\u8f93\u51fa\u683c\u5f0f\u7ea6\u675f\u3001\u5b89\u5168\u8fb9\u754c\u7b49\u3002\u786c\u7f16\u7801\u5728Java\u4ee3\u7801\u91cc\u4f1a\u5bfc\u81f4\u4e24\u4e2a\u95ee\u9898&#xff1a;\u4e00\u662f\u4fee\u6539Prompt\u8981\u91cd\u65b0\u53d1\u7248&#xff0c;\u4e8c\u662f\u65e0\u6cd5\u505a\u7248\u672c\u56de\u6eda\u548cA\/B\u6d4b\u8bd5\u3002<\/p>\n<p>\u63a8\u8350\u7684\u505a\u6cd5\u662f\u628aPrompt\u6a21\u677f\u5916\u7f6e\u5230\u914d\u7f6e\u4e2d\u5fc3&#xff08;Nacos\/Apollo&#xff09;\u6216\u6570\u636e\u5e93&#xff0c;\u7528\u5360\u4f4d\u7b26\u505a\u53d8\u91cf\u66ff\u6362&#xff1a;<\/p>\n<p><span class=\"token annotation punctuation\">&#064;Component<\/span><br \/>\n<span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">PromptTemplateManager<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">final<\/span> <span class=\"token class-name\">PromptTemplateRepository<\/span> repository<span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token keyword\">public<\/span> <span class=\"token class-name\">String<\/span> <span class=\"token function\">render<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">String<\/span> scene<span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">Map<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">String<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">Object<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> variables<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token class-name\">PromptTemplate<\/span> template <span class=\"token operator\">&#061;<\/span> repository<span class=\"token punctuation\">.<\/span><span class=\"token function\">findActiveByScene<\/span><span class=\"token punctuation\">(<\/span>scene<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span>template <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token keyword\">null<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token keyword\">throw<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">LlmException<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u672a\u627e\u5230\u573a\u666fPrompt\u6a21\u677f: &#034;<\/span> <span class=\"token operator\">&#043;<\/span> scene<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><br \/>\n        <span class=\"token class-name\">String<\/span> content <span class=\"token operator\">&#061;<\/span> template<span class=\"token punctuation\">.<\/span><span class=\"token function\">getContent<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token keyword\">for<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token class-name\">Map<span class=\"token punctuation\">.<\/span>Entry<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">String<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">Object<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> entry <span class=\"token operator\">:<\/span> variables<span class=\"token punctuation\">.<\/span><span class=\"token function\">entrySet<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            content <span class=\"token operator\">&#061;<\/span> content<span class=\"token punctuation\">.<\/span><span class=\"token function\">replace<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;{{&#034;<\/span> <span class=\"token operator\">&#043;<\/span> entry<span class=\"token punctuation\">.<\/span><span class=\"token function\">getKey<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#043;<\/span> <span class=\"token string\">&#034;}}&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token class-name\">String<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">valueOf<\/span><span class=\"token punctuation\">(<\/span>entry<span class=\"token punctuation\">.<\/span><span class=\"token function\">getValue<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> content<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u75c7\u72b6\u8bc6\u522b\u7684Prompt\u6a21\u677f\u793a\u4f8b&#xff1a;<\/p>\n<p>\u4f60\u662f\u4e00\u540d\u4e13\u4e1a\u7684\u533b\u7597\u5206\u8bca\u52a9\u624b\u3002\u8bf7\u6839\u636e\u60a3\u8005\u63cf\u8ff0\u7684\u75c7\u72b6&#xff0c;\u7ed9\u51fa\u53ef\u80fd\u6d89\u53ca\u7684\u79d1\u5ba4\u5efa\u8bae\u548c\u7d27\u6025\u7a0b\u5ea6\u8bc4\u4f30\u3002<\/p>\n<p>\u60a3\u8005\u4e3b\u8bc9&#xff1a;{{symptom}}<br \/>\n\u60a3\u8005\u5e74\u9f84&#xff1a;{{age}}<br \/>\n\u65e2\u5f80\u75c5\u53f2&#xff1a;{{medicalHistory}}<\/p>\n<p>\u8981\u6c42&#xff1a;<br \/>\n1. \u4ec5\u8f93\u51fa\u7ed3\u6784\u5316\u7684JSON&#xff0c;\u5305\u542b department\u3001urgency\u3001suggestion \u4e09\u4e2a\u5b57\u6bb5<br \/>\n2. urgency \u53d6\u503c\u4e3a HIGH\/MEDIUM\/LOW<br \/>\n3. \u4e0d\u505a\u786e\u5b9a\u6027\u8bca\u65ad&#xff0c;\u4ec5\u505a\u5206\u8bca\u53c2\u8003<br \/>\n4. \u5982\u679c\u75c7\u72b6\u63cf\u8ff0\u5305\u542b\u80f8\u75db\u3001\u547c\u5438\u56f0\u96be\u7b49\u6025\u75c7\u5173\u952e\u8bcd&#xff0c;urgency \u76f4\u63a5\u6807\u8bb0\u4e3a HIGH<\/p>\n<p>\u8f93\u51fa&#xff1a;<\/p>\n<p>\u8fd9\u91cc\u7684\u5173\u952e\u662f\u628a\u5b89\u5168\u7ea6\u675f\u5199\u8fdbPrompt\u6a21\u677f\u672c\u8eab&#xff0c;\u800c\u4e0d\u662f\u4f9d\u8d56\u8c03\u7528\u65b9\u6bcf\u6b21\u62fc\u88c5\u3002\u6a21\u677f\u4e00\u65e6\u914d\u7f6e\u5316&#xff0c;\u5408\u89c4\u56e2\u961f\u4e5f\u53ef\u4ee5\u53c2\u4e0e\u5ba1\u9605&#xff0c;\u800c\u4e0d\u53ea\u662f\u5f00\u53d1\u5728\u770b\u3002<\/p>\n<h3>\u9650\u6d41&#xff1a;\u4fdd\u62a4\u6a21\u578b\u670d\u52a1&#xff0c;\u4e5f\u4fdd\u62a4\u81ea\u5df1<\/h3>\n<p>\u5927\u6a21\u578bAPI\u901a\u5e38\u6709QPS\u9650\u5236&#xff0c;\u800c\u4e14\u533b\u7597\u7cfb\u7edf\u7684\u8c03\u7528\u6210\u672c\u4e0d\u4f4e\u3002\u5982\u679c\u524d\u7aef\u4e0d\u505a\u63a7\u5236&#xff0c;\u4e00\u6b21\u6279\u91cf\u5bfc\u5165\u53ef\u80fd\u77ac\u95f4\u6253\u51fa\u51e0\u767e\u4e2a\u8bf7\u6c42&#xff0c;\u65e2\u53ef\u80fd\u88ab\u5382\u5546\u9650\u6d41\u5c01\u7981&#xff0c;\u4e5f\u53ef\u80fd\u5bfc\u81f4\u8d26\u5355\u5931\u63a7\u3002<\/p>\n<p>\u9650\u6d41\u8981\u5206\u4e24\u4e2a\u7ef4\u5ea6\u505a&#xff1a;<\/p>\n<ul>\n<li>\u5168\u5c40\u7ef4\u5ea6&#xff1a;\u9650\u5236\u6574\u4e2a\u5e94\u7528\u5bf9\u67d0\u4e2a\u6a21\u578b\u7684\u8c03\u7528\u901f\u7387&#xff0c;\u907f\u514d\u89e6\u53d1\u5382\u5546\u7684QPS\u4e0a\u9650<\/li>\n<li>\u7528\u6237\u7ef4\u5ea6&#xff1a;\u9650\u5236\u5355\u4e2a\u533b\u751f\u6216\u5355\u4e2a\u7ec8\u7aef\u7684\u8c03\u7528\u9891\u7387&#xff0c;\u9632\u6b62\u6ee5\u7528<\/li>\n<\/ul>\n<p>\u7528Redis &#043; Lua\u811a\u672c\u5b9e\u73b0\u5206\u5e03\u5f0f\u9650\u6d41&#xff08;\u4ee4\u724c\u6876\u7b97\u6cd5&#xff09;&#xff1a;<\/p>\n<p><span class=\"token annotation punctuation\">&#064;Component<\/span><br \/>\n<span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">RedisRateLimiter<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">final<\/span> <span class=\"token class-name\">StringRedisTemplate<\/span> redisTemplate<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">static<\/span> <span class=\"token keyword\">final<\/span> <span class=\"token class-name\">String<\/span> <span class=\"token constant\">LUA_SCRIPT<\/span> <span class=\"token operator\">&#061;<\/span><br \/>\n        <span class=\"token string\">&#034;local key &#061; KEYS[1] &#034;<\/span> <span class=\"token operator\">&#043;<\/span><br \/>\n        <span class=\"token string\">&#034;local capacity &#061; tonumber(ARGV[1]) &#034;<\/span> <span class=\"token operator\">&#043;<\/span><br \/>\n        <span class=\"token string\">&#034;local rate &#061; tonumber(ARGV[2]) &#034;<\/span> <span class=\"token operator\">&#043;<\/span><br \/>\n        <span class=\"token string\">&#034;local now &#061; tonumber(ARGV[3]) &#034;<\/span> <span class=\"token operator\">&#043;<\/span><br \/>\n        <span class=\"token string\">&#034;local requested &#061; tonumber(ARGV[4]) &#034;<\/span> <span class=\"token operator\">&#043;<\/span><br \/>\n        <span class=\"token string\">&#034;local bucket &#061; redis.call(&#039;hmget&#039;, key, &#039;tokens&#039;, &#039;lastTime&#039;) &#034;<\/span> <span class=\"token operator\">&#043;<\/span><br \/>\n        <span class=\"token string\">&#034;local tokens &#061; tonumber(bucket[1]) or capacity &#034;<\/span> <span class=\"token operator\">&#043;<\/span><br \/>\n        <span class=\"token string\">&#034;local lastTime &#061; tonumber(bucket[2]) or now &#034;<\/span> <span class=\"token operator\">&#043;<\/span><br \/>\n        <span class=\"token string\">&#034;local delta &#061; math.max(0, now &#8211; lastTime) &#034;<\/span> <span class=\"token operator\">&#043;<\/span><br \/>\n        <span class=\"token string\">&#034;tokens &#061; math.min(capacity, tokens &#043; delta * rate) &#034;<\/span> <span class=\"token operator\">&#043;<\/span><br \/>\n        <span class=\"token string\">&#034;if tokens &lt; requested then return 0 end &#034;<\/span> <span class=\"token operator\">&#043;<\/span><br \/>\n        <span class=\"token string\">&#034;tokens &#061; tokens &#8211; requested &#034;<\/span> <span class=\"token operator\">&#043;<\/span><br \/>\n        <span class=\"token string\">&#034;redis.call(&#039;hmset&#039;, key, &#039;tokens&#039;, tokens, &#039;lastTime&#039;, now) &#034;<\/span> <span class=\"token operator\">&#043;<\/span><br \/>\n        <span class=\"token string\">&#034;redis.call(&#039;expire&#039;, key, 3600) &#034;<\/span> <span class=\"token operator\">&#043;<\/span><br \/>\n        <span class=\"token string\">&#034;return 1&#034;<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token keyword\">public<\/span> <span class=\"token keyword\">boolean<\/span> <span class=\"token function\">tryAcquire<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">String<\/span> key<span class=\"token punctuation\">,<\/span> <span class=\"token keyword\">int<\/span> capacity<span class=\"token punctuation\">,<\/span> <span class=\"token keyword\">double<\/span> rate<span class=\"token punctuation\">,<\/span> <span class=\"token keyword\">int<\/span> <span class=\"token keyword\">permits<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token class-name\">DefaultRedisScript<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">Long<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> script <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">DefaultRedisScript<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><span class=\"token punctuation\">(<\/span><span class=\"token constant\">LUA_SCRIPT<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">Long<\/span><span class=\"token punctuation\">.<\/span><span class=\"token keyword\">class<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token class-name\">Long<\/span> result <span class=\"token operator\">&#061;<\/span> redisTemplate<span class=\"token punctuation\">.<\/span><span class=\"token function\">execute<\/span><span class=\"token punctuation\">(<\/span>script<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token class-name\">Collections<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">singletonList<\/span><span class=\"token punctuation\">(<\/span>key<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token class-name\">String<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">valueOf<\/span><span class=\"token punctuation\">(<\/span>capacity<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">String<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">valueOf<\/span><span class=\"token punctuation\">(<\/span>rate<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token class-name\">String<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">valueOf<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">System<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">currentTimeMillis<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">\/<\/span> <span class=\"token number\">1000.0<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token class-name\">String<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">valueOf<\/span><span class=\"token punctuation\">(<\/span><span class=\"token keyword\">permits<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> result <span class=\"token operator\">!&#061;<\/span> <span class=\"token keyword\">null<\/span> <span class=\"token operator\">&amp;&amp;<\/span> result <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u5728Gateway\u5c42\u505a\u8c03\u7528\u524d\u62e6\u622a&#xff1a;<\/p>\n<p><span class=\"token keyword\">public<\/span> <span class=\"token class-name\">LlmResponse<\/span> <span class=\"token function\">chat<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">LlmRequest<\/span> request<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token comment\">\/\/ \u5168\u5c40\u9650\u6d41&#xff1a;\u6bcf\u4e2a\u6a21\u578b\u72ec\u7acb\u914d\u7f6e<\/span><br \/>\n    <span class=\"token class-name\">String<\/span> globalKey <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;llm:rate:global:&#034;<\/span> <span class=\"token operator\">&#043;<\/span> modelName<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token operator\">!<\/span>rateLimiter<span class=\"token punctuation\">.<\/span><span class=\"token function\">tryAcquire<\/span><span class=\"token punctuation\">(<\/span>globalKey<span class=\"token punctuation\">,<\/span> <span class=\"token number\">100<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">10.0<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token keyword\">throw<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">LlmRateLimitException<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u6a21\u578b\u8c03\u7528\u9891\u7387\u8d85\u9650&#xff0c;\u8bf7\u7a0d\u540e\u91cd\u8bd5&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token comment\">\/\/ \u7528\u6237\u7ef4\u5ea6\u9650\u6d41<\/span><br \/>\n    <span class=\"token class-name\">String<\/span> userKey <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;llm:rate:user:&#034;<\/span> <span class=\"token operator\">&#043;<\/span> request<span class=\"token punctuation\">.<\/span><span class=\"token function\">getUserId<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token operator\">!<\/span>rateLimiter<span class=\"token punctuation\">.<\/span><span class=\"token function\">tryAcquire<\/span><span class=\"token punctuation\">(<\/span>userKey<span class=\"token punctuation\">,<\/span> <span class=\"token number\">20<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">2.0<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token keyword\">throw<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">LlmRateLimitException<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u60a8\u7684\u64cd\u4f5c\u8fc7\u4e8e\u9891\u7e41&#xff0c;\u8bf7\u7a0d\u540e\u518d\u8bd5&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token keyword\">return<\/span> adapter<span class=\"token punctuation\">.<\/span><span class=\"token function\">invoke<\/span><span class=\"token punctuation\">(<\/span>request<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u9650\u6d41\u5f02\u5e38\u8981\u8fd4\u56de\u660e\u786e\u7684\u4e1a\u52a1\u63d0\u793a&#xff0c;\u800c\u4e0d\u662f\u76f4\u63a5\u629b500\u3002\u533b\u7597\u573a\u666f\u4e0b&#xff0c;\u533b\u751f\u9700\u8981\u77e5\u9053\u201c\u662f\u7cfb\u7edf\u5fd9\u8fd8\u662f\u81ea\u5df1\u64cd\u4f5c\u592a\u5feb\u201d&#xff0c;\u8fd9\u5f71\u54cd\u4ed6\u540e\u7eed\u7684\u884c\u4e3a\u51b3\u7b56\u3002<\/p>\n<h3>\u7ed3\u679c\u7f13\u5b58&#xff1a;\u533b\u7597\u573a\u666f\u4e0b\u7684\u7279\u6b8a\u8003\u91cf<\/h3>\n<p>\u5927\u6a21\u578b\u8c03\u7528\u53c8\u6162\u53c8\u8d35&#xff0c;\u7f13\u5b58\u662f\u5fc5\u9009\u9879\u3002\u4f46\u533b\u7597\u573a\u666f\u7684\u7f13\u5b58\u4e0d\u80fd\u7b80\u5355\u5957\u7528\u901a\u7528\u65b9\u6848&#xff0c;\u6709\u51e0\u4e2a\u7279\u6b8a\u70b9&#xff1a;<\/p>\n<p>\u7b2c\u4e00&#xff0c;\u7f13\u5b58\u952e\u7684\u8bbe\u8ba1\u8981\u533a\u5206\u573a\u666f\u3002 \u540c\u6837\u7684\u7528\u6237\u8f93\u5165&#xff0c;\u5728\u201c\u75c7\u72b6\u8bc6\u522b\u201d\u548c\u201c\u7528\u836f\u54a8\u8be2\u201d\u4e24\u4e2a\u573a\u666f\u4e0b\u5e94\u8be5\u547d\u4e2d\u4e0d\u540c\u7684\u7f13\u5b58\u3002<\/p>\n<p>\u7b2c\u4e8c&#xff0c;\u7f13\u5b58\u5185\u5bb9\u6d89\u53ca\u60a3\u8005\u9690\u79c1\u3002 \u7f13\u5b58Key\u548cValue\u4e2d\u4e0d\u80fd\u5305\u542b\u53ef\u8bc6\u522b\u60a3\u8005\u8eab\u4efd\u7684\u660e\u6587\u4fe1\u606f&#xff0c;\u5fc5\u987b\u505a\u8131\u654f\u5904\u7406\u3002<\/p>\n<p>\u7b2c\u4e09&#xff0c;\u533b\u7597\u77e5\u8bc6\u7684\u65f6\u6548\u6027\u8981\u6c42\u7f13\u5b58\u6709\u5408\u7406\u7684TTL\u3002 \u7528\u836f\u6307\u5357\u53ef\u80fd\u66f4\u65b0&#xff0c;\u7f13\u5b58\u4e0d\u80fd\u6c38\u4e45\u6709\u6548\u3002<\/p>\n<p>\u63a8\u8350\u7528Redis\u505a\u4e24\u7ea7\u7f13\u5b58&#xff0c;Key\u7684\u6784\u9020\u89c4\u5219&#xff1a;<\/p>\n<p><span class=\"token keyword\">public<\/span> <span class=\"token class-name\">String<\/span> <span class=\"token function\">buildCacheKey<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">LlmRequest<\/span> request<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token comment\">\/\/ \u5bf9\u7528\u6237\u8f93\u5165\u505a\u5f52\u4e00\u5316\u5904\u7406&#xff0c;\u53bb\u9664\u65e0\u610f\u4e49\u7684\u7a7a\u683c\u548c\u6807\u70b9<\/span><br \/>\n    <span class=\"token class-name\">String<\/span> normalizedInput <span class=\"token operator\">&#061;<\/span> <span class=\"token function\">normalize<\/span><span class=\"token punctuation\">(<\/span>request<span class=\"token punctuation\">.<\/span><span class=\"token function\">getUserInput<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token comment\">\/\/ \u7528SHA-256\u505a\u6458\u8981&#xff0c;\u907f\u514d\u660e\u6587\u51fa\u73b0\u5728Key\u4e2d<\/span><br \/>\n    <span class=\"token class-name\">String<\/span> inputHash <span class=\"token operator\">&#061;<\/span> <span class=\"token class-name\">DigestUtils<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">sha256Hex<\/span><span class=\"token punctuation\">(<\/span>normalizedInput<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token comment\">\/\/ \u573a\u666f &#043; \u6a21\u578b &#043; \u8f93\u5165\u6458\u8981 &#043; \u60a3\u8005\u5e74\u9f84\u6bb5&#xff08;\u8131\u654f\u540e\u7684\u7c97\u7c92\u5ea6\u4fe1\u606f&#xff09;<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token class-name\">String<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">format<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;llm:cache:%s:%s:%s:%s&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        request<span class=\"token punctuation\">.<\/span><span class=\"token function\">getScene<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        request<span class=\"token punctuation\">.<\/span><span class=\"token function\">getModelName<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        inputHash<span class=\"token punctuation\">,<\/span><br \/>\n        request<span class=\"token punctuation\">.<\/span><span class=\"token function\">getAgeGroup<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span> <span class=\"token comment\">\/\/ \u5982 &#034;30-40&#034; \u800c\u975e\u5177\u4f53\u5e74\u9f84<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u7f13\u5b58\u67e5\u8be2\u4e0e\u5199\u5165&#xff1a;<\/p>\n<p><span class=\"token keyword\">public<\/span> <span class=\"token class-name\">LlmResponse<\/span> <span class=\"token function\">chat<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">LlmRequest<\/span> request<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token class-name\">String<\/span> cacheKey <span class=\"token operator\">&#061;<\/span> <span class=\"token function\">buildCacheKey<\/span><span class=\"token punctuation\">(<\/span>request<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token comment\">\/\/ \u67e5\u7f13\u5b58<\/span><br \/>\n    <span class=\"token class-name\">String<\/span> cached <span class=\"token operator\">&#061;<\/span> redisTemplate<span class=\"token punctuation\">.<\/span><span class=\"token function\">opsForValue<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">get<\/span><span class=\"token punctuation\">(<\/span>cacheKey<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span>cached <span class=\"token operator\">!&#061;<\/span> <span class=\"token keyword\">null<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        log<span class=\"token punctuation\">.<\/span><span class=\"token function\">info<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;LLM\u7f13\u5b58\u547d\u4e2d, scene&#061;{}, key&#061;{}&#034;<\/span><span class=\"token punctuation\">,<\/span> request<span class=\"token punctuation\">.<\/span><span class=\"token function\">getScene<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> cacheKey<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token class-name\">LlmResponse<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">fromJson<\/span><span class=\"token punctuation\">(<\/span>cached<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token comment\">\/\/ \u7f13\u5b58\u672a\u547d\u4e2d&#xff0c;\u8d70\u9650\u6d41\u548c\u6a21\u578b\u8c03\u7528<\/span><br \/>\n    <span class=\"token class-name\">LlmResponse<\/span> response <span class=\"token operator\">&#061;<\/span> <span class=\"token function\">doChatWithRateLimit<\/span><span class=\"token punctuation\">(<\/span>request<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token comment\">\/\/ \u5199\u5165\u7f13\u5b58&#xff0c;\u533b\u7597\u573a\u666fTTL\u5efa\u8bae24\u5c0f\u65f6<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span>response<span class=\"token punctuation\">.<\/span><span class=\"token function\">isSuccess<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        redisTemplate<span class=\"token punctuation\">.<\/span><span class=\"token function\">opsForValue<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">set<\/span><span class=\"token punctuation\">(<\/span>cacheKey<span class=\"token punctuation\">,<\/span> response<span class=\"token punctuation\">.<\/span><span class=\"token function\">toJson<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token class-name\">Duration<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">ofHours<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">24<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> response<span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u9700\u8981\u6ce8\u610f&#xff0c;\u6d41\u5f0f\u54cd\u5e94&#xff08;streamChat&#xff09;\u4e0d\u9002\u5408\u505a\u5168\u91cf\u7f13\u5b58&#xff0c;\u56e0\u4e3a\u6d41\u5f0f\u8fd4\u56de\u7684\u5185\u5bb9\u662f\u9010Token\u63a8\u9001\u7684\u3002\u4f46\u53ef\u4ee5\u5bf9\u6d41\u5f0f\u8bf7\u6c42\u7684\u201c\u5b8c\u6574\u7ed3\u679c\u201d\u505a\u5f02\u6b65\u843d\u5e93\u7f13\u5b58&#xff0c;\u4f9b\u540e\u7eed\u76f8\u540c\u8bf7\u6c42\u76f4\u63a5\u8fd4\u56de\u975e\u6d41\u5f0f\u7ed3\u679c\u3002<\/p>\n<h3>\u964d\u7ea7\u7b56\u7565&#xff1a;\u6a21\u578b\u4e0d\u53ef\u7528\u65f6\u600e\u4e48\u529e<\/h3>\n<p>\u533b\u7597\u7cfb\u7edf7\u00d724\u5c0f\u65f6\u8fd0\u884c&#xff0c;\u6a21\u578b\u670d\u52a1\u968f\u65f6\u53ef\u80fd\u6296\u52a8\u3002\u964d\u7ea7\u65b9\u6848\u8981\u63d0\u524d\u8bbe\u8ba1\u597d&#xff1a;<\/p>\n<ul>\n<li>\u4e00\u7ea7\u964d\u7ea7&#xff1a;\u4e3b\u6a21\u578b\u8d85\u65f6\u6216\u8fd4\u56de\u9519\u8bef&#xff0c;\u81ea\u52a8\u5207\u6362\u5230\u5907\u7528\u6a21\u578b&#xff08;\u5982\u5343\u95ee\u5207DeepSeek&#xff09;<\/li>\n<li>\u4e8c\u7ea7\u964d\u7ea7&#xff1a;\u6240\u6709\u6a21\u578b\u90fd\u4e0d\u53ef\u7528&#xff0c;\u8fd4\u56de\u9884\u7f6e\u7684\u89c4\u5219\u5f15\u64ce\u7ed3\u679c&#xff08;\u9488\u5bf9\u75c7\u72b6\u8bc6\u522b&#xff0c;\u53ef\u4ee5\u7528\u5173\u952e\u8bcd\u5339\u914d\u515c\u5e95&#xff09;<\/li>\n<li>\u4e09\u7ea7\u964d\u7ea7&#xff1a;\u660e\u786e\u544a\u77e5\u7528\u6237\u201cAI\u670d\u52a1\u6682\u65f6\u4e0d\u53ef\u7528\u201d&#xff0c;\u5f15\u5bfc\u81f3\u4eba\u5de5\u901a\u9053<\/li>\n<\/ul>\n<p><span class=\"token keyword\">public<\/span> <span class=\"token class-name\">LlmResponse<\/span> <span class=\"token function\">chatWithFallback<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">LlmRequest<\/span> request<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token class-name\">List<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">String<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> modelChain <span class=\"token operator\">&#061;<\/span> routingProperties<span class=\"token punctuation\">.<\/span><span class=\"token function\">getFallbackChain<\/span><span class=\"token punctuation\">(<\/span>request<span class=\"token punctuation\">.<\/span><span class=\"token function\">getScene<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token keyword\">for<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token class-name\">String<\/span> modelName <span class=\"token operator\">:<\/span> modelChain<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token keyword\">try<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token class-name\">ModelAdapter<\/span> adapter <span class=\"token operator\">&#061;<\/span> adapterMap<span class=\"token punctuation\">.<\/span><span class=\"token function\">get<\/span><span class=\"token punctuation\">(<\/span>modelName<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> adapter<span class=\"token punctuation\">.<\/span><span class=\"token function\">invoke<\/span><span class=\"token punctuation\">(<\/span>request<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span> <span class=\"token keyword\">catch<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token class-name\">Exception<\/span> e<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            log<span class=\"token punctuation\">.<\/span><span class=\"token function\">warn<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u6a21\u578b {} \u8c03\u7528\u5931\u8d25, \u5c1d\u8bd5\u4e0b\u4e00\u4e2a&#034;<\/span><span class=\"token punctuation\">,<\/span> modelName<span class=\"token punctuation\">,<\/span> e<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token comment\">\/\/ \u6240\u6709\u6a21\u578b\u90fd\u5931\u8d25&#xff0c;\u8d70\u89c4\u5219\u5f15\u64ce\u515c\u5e95<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token function\">ruleEngineFallback<\/span><span class=\"token punctuation\">(<\/span>request<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u964d\u7ea7\u94fe\u7684\u987a\u5e8f\u5e94\u8be5\u5728\u914d\u7f6e\u4e2d\u5b9a\u4e49&#xff0c;\u800c\u4e0d\u662f\u786c\u7f16\u7801\u3002\u4e0d\u540c\u573a\u666f\u5bf9\u6a21\u578b\u7684\u504f\u597d\u4e0d\u540c&#xff0c;\u6bd4\u5982\u75c5\u5386\u6458\u8981\u53ef\u80fd\u4f18\u5148DeepSeek&#xff0c;\u75c7\u72b6\u8bc6\u522b\u4f18\u5148\u5343\u95ee\u3002<\/p>\n<h3>\u53ef\u89c2\u6d4b\u6027&#xff1a;\u6ca1\u6709\u65e5\u5fd7\u5c31\u6ca1\u6709\u7a33\u5b9a\u6027<\/h3>\n<p>\u533b\u7597\u7cfb\u7edf\u7684\u6bcf\u4e00\u6b21\u6a21\u578b\u8c03\u7528\u90fd\u5e94\u8be5\u88ab\u8bb0\u5f55&#xff0c;\u7528\u4e8e\u95ee\u9898\u6392\u67e5\u548c\u6210\u672c\u6838\u7b97\u3002\u81f3\u5c11\u9700\u8981\u8bb0\u5f55&#xff1a;<\/p>\n<ul>\n<li>\u8bf7\u6c42ID\u3001\u573a\u666f\u3001\u4f7f\u7528\u7684\u6a21\u578b\u3001Prompt\u6a21\u677f\u7248\u672c<\/li>\n<li>\u8bf7\u6c42\u8017\u65f6\u3001Token\u6d88\u8017&#xff08;\u8f93\u5165\/\u8f93\u51fa&#xff09;<\/li>\n<li>\u662f\u5426\u547d\u4e2d\u7f13\u5b58\u3001\u662f\u5426\u89e6\u53d1\u9650\u6d41\u3001\u662f\u5426\u8d70\u4e86\u964d\u7ea7<\/li>\n<li>\u54cd\u5e94\u72b6\u6001\u548c\u9519\u8bef\u7801<\/li>\n<\/ul>\n<p>\u7528AOP\u5207\u9762\u7edf\u4e00\u57cb\u70b9&#xff1a;<\/p>\n<p><span class=\"token annotation punctuation\">&#064;Aspect<\/span><br \/>\n<span class=\"token annotation punctuation\">&#064;Component<\/span><br \/>\n<span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">LlmCallLogAspect<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token annotation punctuation\">&#064;Around<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;&#064;annotation(llmLog)&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">public<\/span> <span class=\"token class-name\">Object<\/span> <span class=\"token function\">logLlmCall<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">ProceedingJoinPoint<\/span> pjp<span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">LlmLog<\/span> llmLog<span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">throws<\/span> <span class=\"token class-name\">Throwable<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token keyword\">long<\/span> start <span class=\"token operator\">&#061;<\/span> <span class=\"token class-name\">System<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">currentTimeMillis<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token class-name\">LlmRequest<\/span> request <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token class-name\">LlmRequest<\/span><span class=\"token punctuation\">)<\/span> pjp<span class=\"token punctuation\">.<\/span><span class=\"token function\">getArgs<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token keyword\">try<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token class-name\">Object<\/span> result <span class=\"token operator\">&#061;<\/span> pjp<span class=\"token punctuation\">.<\/span><span class=\"token function\">proceed<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n            <span class=\"token function\">recordMetrics<\/span><span class=\"token punctuation\">(<\/span>request<span class=\"token punctuation\">,<\/span> result<span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">System<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">currentTimeMillis<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span> start<span class=\"token punctuation\">,<\/span> <span class=\"token keyword\">null<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> result<span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span> <span class=\"token keyword\">catch<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token class-name\">Throwable<\/span> t<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token function\">recordMetrics<\/span><span class=\"token punctuation\">(<\/span>request<span class=\"token punctuation\">,<\/span> <span class=\"token keyword\">null<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">System<\/span><span class=\"token punctuation\">.<\/span><span 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\/>\n\u8fd9\u7bc7\u6587\u7ae0\u4eceJava\u540e\u7aef\u5de5\u7a0b\u89c6\u89d2\u51fa\u53d1&#xff0c;\u62c6\u89e3\u533b\u7597\u667a\u80fd\u4f53\u5bf9\u63a5\u5927\u6a21\u578bAPI\u65f6\u7684\u5c01\u88c5\u8bbe\u8ba1\u3001\u9650\u6d41\u7b56\u7565\u548c\u7f13\u5b58\u65b9\u6848\u3002\u9644\u53ef\u8fd0\u884c\u7684Spr<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[11653,99,50,190,398],"topic":[],"class_list":["post-110238","post","type-post","status-publish","format-standard","hentry","category-server","tag-11653","tag-java","tag-50","tag-190","tag-398"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ 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